Upload 92 files

.gitattributes

@@ -33,3 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Bacterial[[:space:]]Blight/S_BLB[[:space:]](10).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Bacterial[[:space:]]Blight/S_BLB[[:space:]](12).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Bacterial[[:space:]]Blight/S_BLB[[:space:]](17).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Bacterial[[:space:]]Blight/S_BLB[[:space:]](20).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Healthy/S_H[[:space:]](100).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Healthy/S_H[[:space:]](12).jpg filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Healthy/S_H[[:space:]](14).jpg filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Healthy/S_H[[:space:]](19).jpg filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Red[[:space:]]Rot/S_RR[[:space:]](100).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Red[[:space:]]Rot/S_RR[[:space:]](12).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Red[[:space:]]Rot/S_RR[[:space:]](16).JPG filter=lfs diff=lfs merge=lfs -text
+__crop-disease-detection/test_img_folder/sugarcanemodel/Red[[:space:]]Rot/S_RR[[:space:]](21).JPG filter=lfs diff=lfs merge=lfs -text

__crop-disease-detection/.gitattributes

@@ -0,0 +1 @@
+model_folder/*.h5 filter=lfs diff=lfs merge=lfs -text

__crop-disease-detection/Dockerfile

@@ -0,0 +1,17 @@
+FROM python:3.8-alpine
+
+WORKDIR /app
+COPY . /app
+
+# Install TensorFlow 1.0.0 from the specified wheel file
+RUN pip install --no-cache-dir --upgrade https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.0.0-py3-none-any.whl
+
+
+# Upgrade pip and install dependencies
+# RUN apk add --no-cache build-base && pip install --upgrade pip && pip install -r requirements.txt && apk del build-base
+
+# Upgrade pip and install any other needed dependencies specified in requirements.txt
+RUN pip install --upgrade pip && pip install -r requirements.txt
+
+
+CMD python app.py

__crop-disease-detection/Research/model_test.py

@@ -0,0 +1,10 @@
+from utils import  cottonmodel, sugarcanemodel, tomatomodel, get_model_details
+
+# img_path = "test_img_folder/cottonmodel/diseased cotton leaf/dis_leaf (101)_iaip.jpeg"
+img_path = "test_img_folder/cottonmodel/diseased cotton plant/dd (101)_iaip.jpeg"
+# img_path = "test_img_folder/cottonmodel/fresh cotton plant/dsd (138)_iaip.jpeg"
+result = cottonmodel(img_path)
+
+
+# result = sugarcanemodel(img_path)
+# result = tomatomodel(img_path)

__crop-disease-detection/Research/sugarcane-disease-detection.py

@@ -0,0 +1,47 @@
+# pip install tensorflow
+
+import tensorflow.compat.v1 as tf
+tf.disable_v2_behavior()
+tf.enable_eager_execution()
+
+from tensorflow.keras.models import load_model
+from tensorflow.keras.preprocessing import image
+import numpy as np
+
+image_size = (224, 224)
+__classNames = [ "Bacterial Blight", "Healthy", "Red Rot" ]
+
+
+# Load the saved model
+saved_model = load_model("model_folder\sugarcane_disease_model.h5")
+
+# Load an example image for inference
+
+# Bacterial Blight
+Bacterial_Blight_img_path = ['test_img_folder\Bacterial Blight\S_BLB (10).JPG', 'test_img_folder\Bacterial Blight\S_BLB (12).JPG', 'test_img_folder\Bacterial Blight\S_BLB (17).JPG', 'test_img_folder\Bacterial Blight\S_BLB (20).JPG']
+
+# Healthy
+Healthy_img_path = ['test_img_folder\Healthy\S_H (12).jpg', 'test_img_folder\Healthy\S_H (14).jpg', 'test_img_folder\Healthy\S_H (19).jpg', 'test_img_folder\Healthy\S_H (100).JPG']    
+
+# Red Rot
+Red_Rot_img_path = ['test_img_folder\Red Rot\S_RR (12).JPG', 'test_img_folder\Red Rot\S_RR (16).JPG', 'test_img_folder\Red Rot\S_RR (21).JPG', 'test_img_folder\Red Rot\S_RR (100).JPG']
+
+
+# select img_path
+
+# img_path = Bacterial_Blight_img_path[0]
+# img_path = Healthy_img_path[0]
+img_path = Red_Rot_img_path[0]
+
+
+img = image.load_img(img_path, target_size=image_size)
+img_array = image.img_to_array(img)
+img_array = np.expand_dims(img_array, axis=0) / 255.0
+
+# Make predictions
+predictions = saved_model.predict(img_array)
+
+# Get the predicted class
+predicted_class = np.argmax(predictions)
+print("predicted_class : ", predicted_class)
+print(f"Predicted Class: {__classNames[predicted_class]}")

__crop-disease-detection/Research/test.py

@@ -0,0 +1,65 @@
+Model_related_data = {
+    "tomatomodel" : {
+        "dataset" : {
+            "total_images" : 14678,
+            "total_classes" : 10,
+            "classes_names" : [ 
+                                "Late_blight",
+                                "healthy",
+                                "Early_blight",
+                                "Septoria_leaf_spot",
+                                "Tomato_Yellow_Leaf_Curl_Virus",
+                                "Bacterial_spot",
+                                "Target_Spot",
+                                "Tomato_mosaic_virus",
+                                "Leaf_Mold",
+                                "Spider_mites Two-spotted_spider_mite",
+                            ],
+            },
+
+        "training" : {
+            "epochs" : 7,
+            "batch_size" : 32,
+            "img_frame_size" : (224,224),
+            "CNN_layers" : 5,
+            "CNN_layer_name" : 'relu',   
+            }
+        },
+
+    "sugarcanemodel" : {
+        "dataset" : {
+            "total_images" : 240,
+            "total_classes" : 3,
+            "classes_names" : [ "Bacterial Blight", "Healthy", "Red Rot" ],
+            },
+
+        "training" : {
+            "epochs" : 10,
+            "batch_size" : 32,
+            "img_frame_size" : (224,224),
+            "CNN_layers" : 5,
+            "CNN_layer_name" : 'relu',   
+            }
+        },
+    
+    "cottonmodel" : {
+        "dataset" : {
+            "total_images" : 1951,
+            "total_classes" : 4,
+            "classes_names" : ["Diseased Cotton Leaf", "Diseased Cotton Plant", "Fresh Cotton Leaf", "Fresh Cotton Plant"],
+            },
+
+        "training" : {
+            "epochs" : 10,
+            "batch_size" : 32,
+            "img_frame_size" : (224,224),
+            "CNN_layers" : 4,
+            "CNN_layer_name" : 'relu',   
+            }
+        },
+
+    }
+
+print(Model_related_data['tomatomodel'])
+print(Model_related_data['tomatomodel']['dataset']['classes_names'])
+print(Model_related_data['tomatomodel']['training'])

__crop-disease-detection/Run-on-Colab-CropDiseaseDetector_FlaskNgrok_test.ipynb

@@ -0,0 +1,1272 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ngJ3y91pqJIe",
+        "outputId": "c274d048-341b-49cb-a607-ebcbf738e09b"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Cloning into 'cropDisease-classification'...\n",
+            "remote: Enumerating objects: 139, done.\u001b[K\n",
+            "remote: Counting objects: 100% (23/23), done.\u001b[K\n",
+            "remote: Compressing objects: 100% (19/19), done.\u001b[K\n",
+            "remote: Total 139 (delta 2), reused 17 (delta 1), pack-reused 116\u001b[K\n",
+            "Receiving objects: 100% (139/139), 83.34 MiB | 36.41 MiB/s, done.\n",
+            "Resolving deltas: 100% (2/2), done.\n",
+            "Filtering content: 100% (3/3), 510.39 MiB | 57.76 MiB/s, done.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# !git clone https://github.com/AssemblyAI-Examples/flask-gpu-app.git\n",
+        "\n",
+        "!git clone https://github.com/HandMadeProjects/cropDisease-classification.git"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "id": "gyWeidA_qQAf"
+      },
+      "outputs": [],
+      "source": [
+        "import os\n",
+        "os.chdir(\"cropDisease-classification/__crop-disease-detection\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "LLw1CbCHtyI2",
+        "outputId": "a47126b4-9d7d-489c-9f43-54c34e9fe17d"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "app.py\t\t    Dockerfile\tmodel_folder  requirements.txt\tstatic\t   test_img_folder\n",
+            "docker-details.txt  main.py\t__pycache__   Research\t\ttemplates  utils.py\n"
+          ]
+        }
+      ],
+      "source": [
+        "!ls"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ROxrXn_Rt_tk",
+        "outputId": "34429ae7-4b08-4424-d413-8f6e20647abf"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Package                          Version\n",
+            "-------------------------------- ---------------------\n",
+            "absl-py                          1.4.0\n",
+            "aiohttp                          3.9.1\n",
+            "aiosignal                        1.3.1\n",
+            "alabaster                        0.7.13\n",
+            "albumentations                   1.3.1\n",
+            "altair                           4.2.2\n",
+            "anyio                            3.7.1\n",
+            "appdirs                          1.4.4\n",
+            "argon2-cffi                      23.1.0\n",
+            "argon2-cffi-bindings             21.2.0\n",
+            "array-record                     0.5.0\n",
+            "arviz                            0.15.1\n",
+            "astropy                          5.3.4\n",
+            "astunparse                       1.6.3\n",
+            "async-timeout                    4.0.3\n",
+            "atpublic                         4.0\n",
+            "attrs                            23.1.0\n",
+            "audioread                        3.0.1\n",
+            "autograd                         1.6.2\n",
+            "Babel                            2.13.1\n",
+            "backcall                         0.2.0\n",
+            "beautifulsoup4                   4.11.2\n",
+            "bidict                           0.22.1\n",
+            "bigframes                        0.15.0\n",
+            "bleach                           6.1.0\n",
+            "blinker                          1.4\n",
+            "blis                             0.7.11\n",
+            "blosc2                           2.0.0\n",
+            "bokeh                            3.3.1\n",
+            "bqplot                           0.12.42\n",
+            "branca                           0.7.0\n",
+            "build                            1.0.3\n",
+            "CacheControl                     0.13.1\n",
+            "cachetools                       5.3.2\n",
+            "catalogue                        2.0.10\n",
+            "certifi                          2023.11.17\n",
+            "cffi                             1.16.0\n",
+            "chardet                          5.2.0\n",
+            "charset-normalizer               3.3.2\n",
+            "chex                             0.1.7\n",
+            "click                            8.1.7\n",
+            "click-plugins                    1.1.1\n",
+            "cligj                            0.7.2\n",
+            "cloudpickle                      2.2.1\n",
+            "cmake                            3.27.7\n",
+            "cmdstanpy                        1.2.0\n",
+            "colorcet                         3.0.1\n",
+            "colorlover                       0.3.0\n",
+            "colour                           0.1.5\n",
+            "community                        1.0.0b1\n",
+            "confection                       0.1.4\n",
+            "cons                             0.4.6\n",
+            "contextlib2                      21.6.0\n",
+            "contourpy                        1.2.0\n",
+            "cryptography                     41.0.7\n",
+            "cufflinks                        0.17.3\n",
+            "cupy-cuda11x                     11.0.0\n",
+            "cvxopt                           1.3.2\n",
+            "cvxpy                            1.3.2\n",
+            "cycler                           0.12.1\n",
+            "cymem                            2.0.8\n",
+            "Cython                           3.0.6\n",
+            "dask                             2023.8.1\n",
+            "datascience                      0.17.6\n",
+            "db-dtypes                        1.1.1\n",
+            "dbus-python                      1.2.18\n",
+            "debugpy                          1.6.6\n",
+            "decorator                        4.4.2\n",
+            "defusedxml                       0.7.1\n",
+            "diskcache                        5.6.3\n",
+            "distributed                      2023.8.1\n",
+            "distro                           1.7.0\n",
+            "dlib                             19.24.2\n",
+            "dm-tree                          0.1.8\n",
+            "docutils                         0.18.1\n",
+            "dopamine-rl                      4.0.6\n",
+            "duckdb                           0.9.2\n",
+            "earthengine-api                  0.1.381\n",
+            "easydict                         1.11\n",
+            "ecos                             2.0.12\n",
+            "editdistance                     0.6.2\n",
+            "eerepr                           0.0.4\n",
+            "en-core-web-sm                   3.6.0\n",
+            "entrypoints                      0.4\n",
+            "et-xmlfile                       1.1.0\n",
+            "etils                            1.5.2\n",
+            "etuples                          0.3.9\n",
+            "exceptiongroup                   1.2.0\n",
+            "fastai                           2.7.13\n",
+            "fastcore                         1.5.29\n",
+            "fastdownload                     0.0.7\n",
+            "fastjsonschema                   2.19.0\n",
+            "fastprogress                     1.0.3\n",
+            "fastrlock                        0.8.2\n",
+            "filelock                         3.13.1\n",
+            "fiona                            1.9.5\n",
+            "firebase-admin                   5.3.0\n",
+            "Flask                            2.2.5\n",
+            "flatbuffers                      23.5.26\n",
+            "flax                             0.7.5\n",
+            "folium                           0.14.0\n",
+            "fonttools                        4.45.1\n",
+            "frozendict                       2.3.10\n",
+            "frozenlist                       1.4.0\n",
+            "fsspec                           2023.6.0\n",
+            "future                           0.18.3\n",
+            "gast                             0.5.4\n",
+            "gcsfs                            2023.6.0\n",
+            "GDAL                             3.4.3\n",
+            "gdown                            4.6.6\n",
+            "geemap                           0.28.2\n",
+            "gensim                           4.3.2\n",
+            "geocoder                         1.38.1\n",
+            "geographiclib                    2.0\n",
+            "geopandas                        0.13.2\n",
+            "geopy                            2.3.0\n",
+            "gin-config                       0.5.0\n",
+            "glob2                            0.7\n",
+            "google                           2.0.3\n",
+            "google-ai-generativelanguage     0.3.3\n",
+            "google-api-core                  2.11.1\n",
+            "google-api-python-client         2.84.0\n",
+            "google-auth                      2.17.3\n",
+            "google-auth-httplib2             0.1.1\n",
+            "google-auth-oauthlib             1.0.0\n",
+            "google-cloud-aiplatform          1.36.4\n",
+            "google-cloud-bigquery            3.12.0\n",
+            "google-cloud-bigquery-connection 1.12.1\n",
+            "google-cloud-bigquery-storage    2.23.0\n",
+            "google-cloud-core                2.3.3\n",
+            "google-cloud-datastore           2.15.2\n",
+            "google-cloud-firestore           2.11.1\n",
+            "google-cloud-functions           1.13.3\n",
+            "google-cloud-iam                 2.12.2\n",
+            "google-cloud-language            2.9.1\n",
+            "google-cloud-resource-manager    1.10.4\n",
+            "google-cloud-storage             2.8.0\n",
+            "google-cloud-translate           3.11.3\n",
+            "google-colab                     1.0.0\n",
+            "google-crc32c                    1.5.0\n",
+            "google-generativeai              0.2.2\n",
+            "google-pasta                     0.2.0\n",
+            "google-resumable-media           2.6.0\n",
+            "googleapis-common-protos         1.61.0\n",
+            "googledrivedownloader            0.4\n",
+            "graphviz                         0.20.1\n",
+            "greenlet                         3.0.1\n",
+            "grpc-google-iam-v1               0.12.7\n",
+            "grpcio                           1.59.3\n",
+            "grpcio-status                    1.48.2\n",
+            "gspread                          3.4.2\n",
+            "gspread-dataframe                3.3.1\n",
+            "gym                              0.25.2\n",
+            "gym-notices                      0.0.8\n",
+            "h5netcdf                         1.3.0\n",
+            "h5py                             3.9.0\n",
+            "holidays                         0.37\n",
+            "holoviews                        1.17.1\n",
+            "html5lib                         1.1\n",
+            "httpimport                       1.3.1\n",
+            "httplib2                         0.22.0\n",
+            "huggingface-hub                  0.19.4\n",
+            "humanize                         4.7.0\n",
+            "hyperopt                         0.2.7\n",
+            "ibis-framework                   6.2.0\n",
+            "idna                             3.6\n",
+            "imageio                          2.31.6\n",
+            "imageio-ffmpeg                   0.4.9\n",
+            "imagesize                        1.4.1\n",
+            "imbalanced-learn                 0.10.1\n",
+            "imgaug                           0.4.0\n",
+            "importlib-metadata               6.8.0\n",
+            "importlib-resources              6.1.1\n",
+            "imutils                          0.5.4\n",
+            "inflect                          7.0.0\n",
+            "iniconfig                        2.0.0\n",
+            "install                          1.3.5\n",
+            "intel-openmp                     2023.2.0\n",
+            "ipyevents                        2.0.2\n",
+            "ipyfilechooser                   0.6.0\n",
+            "ipykernel                        5.5.6\n",
+            "ipyleaflet                       0.18.0\n",
+            "ipython                          7.34.0\n",
+            "ipython-genutils                 0.2.0\n",
+            "ipython-sql                      0.5.0\n",
+            "ipytree                          0.2.2\n",
+            "ipywidgets                       7.7.1\n",
+            "itsdangerous                     2.1.2\n",
+            "jax                              0.4.20\n",
+            "jaxlib                           0.4.20+cuda11.cudnn86\n",
+            "jeepney                          0.7.1\n",
+            "jieba                            0.42.1\n",
+            "Jinja2                           3.1.2\n",
+            "joblib                           1.3.2\n",
+            "jsonpickle                       3.0.2\n",
+            "jsonschema                       4.19.2\n",
+            "jsonschema-specifications        2023.11.2\n",
+            "jupyter-client                   6.1.12\n",
+            "jupyter-console                  6.1.0\n",
+            "jupyter_core                     5.5.0\n",
+            "jupyter-server                   1.24.0\n",
+            "jupyterlab_pygments              0.3.0\n",
+            "jupyterlab-widgets               3.0.9\n",
+            "kaggle                           1.5.16\n",
+            "keras                            2.14.0\n",
+            "keyring                          23.5.0\n",
+            "kiwisolver                       1.4.5\n",
+            "langcodes                        3.3.0\n",
+            "launchpadlib                     1.10.16\n",
+            "lazr.restfulclient               0.14.4\n",
+            "lazr.uri                         1.0.6\n",
+            "lazy_loader                      0.3\n",
+            "libclang                         16.0.6\n",
+            "librosa                          0.10.1\n",
+            "lida                             0.0.10\n",
+            "lightgbm                         4.1.0\n",
+            "linkify-it-py                    2.0.2\n",
+            "llmx                             0.0.15a0\n",
+            "llvmlite                         0.41.1\n",
+            "locket                           1.0.0\n",
+            "logical-unification              0.4.6\n",
+            "lxml                             4.9.3\n",
+            "malloy                           2023.1064\n",
+            "Markdown                         3.5.1\n",
+            "markdown-it-py                   3.0.0\n",
+            "MarkupSafe                       2.1.3\n",
+            "matplotlib                       3.7.1\n",
+            "matplotlib-inline                0.1.6\n",
+            "matplotlib-venn                  0.11.9\n",
+            "mdit-py-plugins                  0.4.0\n",
+            "mdurl                            0.1.2\n",
+            "miniKanren                       1.0.3\n",
+            "missingno                        0.5.2\n",
+            "mistune                          0.8.4\n",
+            "mizani                           0.9.3\n",
+            "mkl                              2023.2.0\n",
+            "ml-dtypes                        0.2.0\n",
+            "mlxtend                          0.22.0\n",
+            "more-itertools                   10.1.0\n",
+            "moviepy                          1.0.3\n",
+            "mpmath                           1.3.0\n",
+            "msgpack                          1.0.7\n",
+            "multidict                        6.0.4\n",
+            "multipledispatch                 1.0.0\n",
+            "multitasking                     0.0.11\n",
+            "murmurhash                       1.0.10\n",
+            "music21                          9.1.0\n",
+            "natsort                          8.4.0\n",
+            "nbclassic                        1.0.0\n",
+            "nbclient                         0.9.0\n",
+            "nbconvert                        6.5.4\n",
+            "nbformat                         5.9.2\n",
+            "nest-asyncio                     1.5.8\n",
+            "networkx                         3.2.1\n",
+            "nibabel                          4.0.2\n",
+            "nltk                             3.8.1\n",
+            "notebook                         6.5.5\n",
+            "notebook_shim                    0.2.3\n",
+            "numba                            0.58.1\n",
+            "numexpr                          2.8.7\n",
+            "numpy                            1.23.5\n",
+            "oauth2client                     4.1.3\n",
+            "oauthlib                         3.2.2\n",
+            "opencv-contrib-python            4.8.0.76\n",
+            "opencv-python                    4.8.0.76\n",
+            "opencv-python-headless           4.8.1.78\n",
+            "openpyxl                         3.1.2\n",
+            "opt-einsum                       3.3.0\n",
+            "optax                            0.1.7\n",
+            "orbax-checkpoint                 0.4.3\n",
+            "osqp                             0.6.2.post8\n",
+            "packaging                        23.2\n",
+            "pandas                           1.5.3\n",
+            "pandas-datareader                0.10.0\n",
+            "pandas-gbq                       0.17.9\n",
+            "pandas-stubs                     1.5.3.230304\n",
+            "pandocfilters                    1.5.0\n",
+            "panel                            1.3.4\n",
+            "param                            2.0.1\n",
+            "parso                            0.8.3\n",
+            "parsy                            2.1\n",
+            "partd                            1.4.1\n",
+            "pathlib                          1.0.1\n",
+            "pathy                            0.10.3\n",
+            "patsy                            0.5.3\n",
+            "peewee                           3.17.0\n",
+            "pexpect                          4.9.0\n",
+            "pickleshare                      0.7.5\n",
+            "Pillow                           9.4.0\n",
+            "pip                              23.1.2\n",
+            "pip-tools                        6.13.0\n",
+            "platformdirs                     4.0.0\n",
+            "plotly                           5.15.0\n",
+            "plotnine                         0.12.4\n",
+            "pluggy                           1.3.0\n",
+            "polars                           0.17.3\n",
+            "pooch                            1.8.0\n",
+            "portpicker                       1.5.2\n",
+            "prefetch-generator               1.0.3\n",
+            "preshed                          3.0.9\n",
+            "prettytable                      3.9.0\n",
+            "proglog                          0.1.10\n",
+            "progressbar2                     4.2.0\n",
+            "prometheus-client                0.19.0\n",
+            "promise                          2.3\n",
+            "prompt-toolkit                   3.0.41\n",
+            "prophet                          1.1.5\n",
+            "proto-plus                       1.22.3\n",
+            "protobuf                         3.20.3\n",
+            "psutil                           5.9.5\n",
+            "psycopg2                         2.9.9\n",
+            "ptyprocess                       0.7.0\n",
+            "py-cpuinfo                       9.0.0\n",
+            "py4j                             0.10.9.7\n",
+            "pyarrow                          9.0.0\n",
+            "pyasn1                           0.5.1\n",
+            "pyasn1-modules                   0.3.0\n",
+            "pycocotools                      2.0.7\n",
+            "pycparser                        2.21\n",
+            "pyct                             0.5.0\n",
+            "pydantic                         1.10.13\n",
+            "pydata-google-auth               1.8.2\n",
+            "pydot                            1.4.2\n",
+            "pydot-ng                         2.0.0\n",
+            "pydotplus                        2.0.2\n",
+            "PyDrive                          1.3.1\n",
+            "PyDrive2                         1.6.3\n",
+            "pyerfa                           2.0.1.1\n",
+            "pygame                           2.5.2\n",
+            "Pygments                         2.16.1\n",
+            "PyGObject                        3.42.1\n",
+            "PyJWT                            2.3.0\n",
+            "pymc                             5.7.2\n",
+            "pymystem3                        0.2.0\n",
+            "PyOpenGL                         3.1.7\n",
+            "pyOpenSSL                        23.3.0\n",
+            "pyparsing                        3.1.1\n",
+            "pyperclip                        1.8.2\n",
+            "pyproj                           3.6.1\n",
+            "pyproject_hooks                  1.0.0\n",
+            "pyshp                            2.3.1\n",
+            "PySocks                          1.7.1\n",
+            "pytensor                         2.14.2\n",
+            "pytest                           7.4.3\n",
+            "python-apt                       0.0.0\n",
+            "python-box                       7.1.1\n",
+            "python-dateutil                  2.8.2\n",
+            "python-louvain                   0.16\n",
+            "python-slugify                   8.0.1\n",
+            "python-utils                     3.8.1\n",
+            "pytz                             2023.3.post1\n",
+            "pyviz_comms                      3.0.0\n",
+            "PyWavelets                       1.5.0\n",
+            "PyYAML                           6.0.1\n",
+            "pyzmq                            23.2.1\n",
+            "qdldl                            0.1.7.post0\n",
+            "qudida                           0.0.4\n",
+            "ratelim                          0.1.6\n",
+            "referencing                      0.31.1\n",
+            "regex                            2023.6.3\n",
+            "requests                         2.31.0\n",
+            "requests-oauthlib                1.3.1\n",
+            "requirements-parser              0.5.0\n",
+            "rich                             13.7.0\n",
+            "rpds-py                          0.13.2\n",
+            "rpy2                             3.4.2\n",
+            "rsa                              4.9\n",
+            "safetensors                      0.4.1\n",
+            "scikit-image                     0.19.3\n",
+            "scikit-learn                     1.2.2\n",
+            "scipy                            1.11.4\n",
+            "scooby                           0.9.2\n",
+            "scs                              3.2.4.post1\n",
+            "seaborn                          0.12.2\n",
+            "SecretStorage                    3.3.1\n",
+            "Send2Trash                       1.8.2\n",
+            "setuptools                       67.7.2\n",
+            "shapely                          2.0.2\n",
+            "six                              1.16.0\n",
+            "sklearn-pandas                   2.2.0\n",
+            "smart-open                       6.4.0\n",
+            "sniffio                          1.3.0\n",
+            "snowballstemmer                  2.2.0\n",
+            "sortedcontainers                 2.4.0\n",
+            "soundfile                        0.12.1\n",
+            "soupsieve                        2.5\n",
+            "soxr                             0.3.7\n",
+            "spacy                            3.6.1\n",
+            "spacy-legacy                     3.0.12\n",
+            "spacy-loggers                    1.0.5\n",
+            "Sphinx                           5.0.2\n",
+            "sphinxcontrib-applehelp          1.0.7\n",
+            "sphinxcontrib-devhelp            1.0.5\n",
+            "sphinxcontrib-htmlhelp           2.0.4\n",
+            "sphinxcontrib-jsmath             1.0.1\n",
+            "sphinxcontrib-qthelp             1.0.6\n",
+            "sphinxcontrib-serializinghtml    1.1.9\n",
+            "SQLAlchemy                       2.0.23\n",
+            "sqlglot                          17.16.2\n",
+            "sqlparse                         0.4.4\n",
+            "srsly                            2.4.8\n",
+            "stanio                           0.3.0\n",
+            "statsmodels                      0.14.0\n",
+            "sympy                            1.12\n",
+            "tables                           3.8.0\n",
+            "tabulate                         0.9.0\n",
+            "tbb                              2021.11.0\n",
+            "tblib                            3.0.0\n",
+            "tenacity                         8.2.3\n",
+            "tensorboard                      2.14.1\n",
+            "tensorboard-data-server          0.7.2\n",
+            "tensorflow                       2.14.0\n",
+            "tensorflow-datasets              4.9.3\n",
+            "tensorflow-estimator             2.14.0\n",
+            "tensorflow-gcs-config            2.14.0\n",
+            "tensorflow-hub                   0.15.0\n",
+            "tensorflow-io-gcs-filesystem     0.34.0\n",
+            "tensorflow-metadata              1.14.0\n",
+            "tensorflow-probability           0.22.0\n",
+            "tensorstore                      0.1.45\n",
+            "termcolor                        2.3.0\n",
+            "terminado                        0.18.0\n",
+            "text-unidecode                   1.3\n",
+            "textblob                         0.17.1\n",
+            "tf-slim                          1.1.0\n",
+            "thinc                            8.1.12\n",
+            "threadpoolctl                    3.2.0\n",
+            "tifffile                         2023.9.26\n",
+            "tinycss2                         1.2.1\n",
+            "tokenizers                       0.15.0\n",
+            "toml                             0.10.2\n",
+            "tomli                            2.0.1\n",
+            "toolz                            0.12.0\n",
+            "torch                            2.1.0+cu118\n",
+            "torchaudio                       2.1.0+cu118\n",
+            "torchdata                        0.7.0\n",
+            "torchsummary                     1.5.1\n",
+            "torchtext                        0.16.0\n",
+            "torchvision                      0.16.0+cu118\n",
+            "tornado                          6.3.2\n",
+            "tqdm                             4.66.1\n",
+            "traitlets                        5.7.1\n",
+            "traittypes                       0.2.1\n",
+            "transformers                     4.35.2\n",
+            "triton                           2.1.0\n",
+            "tweepy                           4.14.0\n",
+            "typer                            0.9.0\n",
+            "types-pytz                       2023.3.1.1\n",
+            "types-setuptools                 69.0.0.0\n",
+            "typing_extensions                4.5.0\n",
+            "tzlocal                          5.2\n",
+            "uc-micro-py                      1.0.2\n",
+            "uritemplate                      4.1.1\n",
+            "urllib3                          2.0.7\n",
+            "vega-datasets                    0.9.0\n",
+            "wadllib                          1.3.6\n",
+            "wasabi                           1.1.2\n",
+            "wcwidth                          0.2.12\n",
+            "webcolors                        1.13\n",
+            "webencodings                     0.5.1\n",
+            "websocket-client                 1.6.4\n",
+            "Werkzeug                         3.0.1\n",
+            "wheel                            0.42.0\n",
+            "widgetsnbextension               3.6.6\n",
+            "wordcloud                        1.9.2\n",
+            "wrapt                            1.14.1\n",
+            "xarray                           2023.7.0\n",
+            "xarray-einstats                  0.6.0\n",
+            "xgboost                          2.0.2\n",
+            "xlrd                             2.0.1\n",
+            "xxhash                           3.4.1\n",
+            "xyzservices                      2023.10.1\n",
+            "yarl                             1.9.3\n",
+            "yellowbrick                      1.5\n",
+            "yfinance                         0.2.32\n",
+            "zict                             3.0.0\n",
+            "zipp                             3.17.0\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip list"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ViS2sA21qUGZ",
+        "outputId": "9865ece2-bde2-40ae-806c-31f184683a86"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Requirement already satisfied: Flask in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 1)) (2.2.5)\n",
+            "Collecting pyngrok==4.1.1 (from -r requirements.txt (line 2))\n",
+            "  Downloading pyngrok-4.1.1.tar.gz (18 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Collecting flask_ngrok (from -r requirements.txt (line 3))\n",
+            "  Downloading flask_ngrok-0.0.25-py3-none-any.whl (3.1 kB)\n",
+            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 4)) (2.14.0)\n",
+            "Requirement already satisfied: future in /usr/local/lib/python3.10/dist-packages (from pyngrok==4.1.1->-r requirements.txt (line 2)) (0.18.3)\n",
+            "Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from pyngrok==4.1.1->-r requirements.txt (line 2)) (6.0.1)\n",
+            "Requirement already satisfied: Werkzeug>=2.2.2 in /usr/local/lib/python3.10/dist-packages (from Flask->-r requirements.txt (line 1)) (3.0.1)\n",
+            "Requirement already satisfied: Jinja2>=3.0 in /usr/local/lib/python3.10/dist-packages (from Flask->-r requirements.txt (line 1)) (3.1.2)\n",
+            "Requirement already satisfied: itsdangerous>=2.0 in /usr/local/lib/python3.10/dist-packages (from Flask->-r requirements.txt (line 1)) (2.1.2)\n",
+            "Requirement already satisfied: click>=8.0 in /usr/local/lib/python3.10/dist-packages (from Flask->-r requirements.txt (line 1)) (8.1.7)\n",
+            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from flask_ngrok->-r requirements.txt (line 3)) (2.31.0)\n",
+            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (1.4.0)\n",
+            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (1.6.3)\n",
+            "Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (23.5.26)\n",
+            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (0.5.4)\n",
+            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (0.2.0)\n",
+            "Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (3.9.0)\n",
+            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (16.0.6)\n",
+            "Requirement already satisfied: ml-dtypes==0.2.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (0.2.0)\n",
+            "Requirement already satisfied: numpy>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (1.23.5)\n",
+            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (3.3.0)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (23.2)\n",
+            "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (3.20.3)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (67.7.2)\n",
+            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (1.16.0)\n",
+            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (2.3.0)\n",
+            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (4.5.0)\n",
+            "Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (1.14.1)\n",
+            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (0.34.0)\n",
+            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (1.59.3)\n",
+            "Requirement already satisfied: tensorboard<2.15,>=2.14 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (2.14.1)\n",
+            "Requirement already satisfied: tensorflow-estimator<2.15,>=2.14.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (2.14.0)\n",
+            "Requirement already satisfied: keras<2.15,>=2.14.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow->-r requirements.txt (line 4)) (2.14.0)\n",
+            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow->-r requirements.txt (line 4)) (0.42.0)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from Jinja2>=3.0->Flask->-r requirements.txt (line 1)) (2.1.3)\n",
+            "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (2.17.3)\n",
+            "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (1.0.0)\n",
+            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (3.5.1)\n",
+            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (0.7.2)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->flask_ngrok->-r requirements.txt (line 3)) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->flask_ngrok->-r requirements.txt (line 3)) (3.6)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->flask_ngrok->-r requirements.txt (line 3)) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->flask_ngrok->-r requirements.txt (line 3)) (2023.11.17)\n",
+            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (5.3.2)\n",
+            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (0.3.0)\n",
+            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (4.9)\n",
+            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (1.3.1)\n",
+            "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (0.5.1)\n",
+            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.15,>=2.14->tensorflow->-r requirements.txt (line 4)) (3.2.2)\n",
+            "Building wheels for collected packages: pyngrok\n",
+            "  Building wheel for pyngrok (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for pyngrok: filename=pyngrok-4.1.1-py3-none-any.whl size=15963 sha256=f1fdb848b9c877e12c25942bc8b676adaeb7a2a73cfc9cce746a805d2dc938be\n",
+            "  Stored in directory: /root/.cache/pip/wheels/4c/7c/4c/632fba2ea8e88d8890102eb07bc922e1ca8fa14db5902c91a8\n",
+            "Successfully built pyngrok\n",
+            "Installing collected packages: pyngrok, flask_ngrok\n",
+            "Successfully installed flask_ngrok-0.0.25 pyngrok-4.1.1\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip install -r requirements.txt"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "aTtizNvdqVth",
+        "outputId": "7e8dc2ae-553e-4511-d6fb-b8114ee2fe3d"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Authtoken saved to configuration file: /root/.ngrok2/ngrok.yml\n"
+          ]
+        }
+      ],
+      "source": [
+        "!ngrok authtoken --your--ngrok--authtoken"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "y-YaUs68qYEb",
+        "outputId": "87cc6ddb-c26d-404e-95e8-7f31da5c3478"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "2023-12-06 15:20:46.739778: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+            "2023-12-06 15:20:46.739855: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+            "2023-12-06 15:20:46.739894: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
+            "2023-12-06 15:20:46.748309: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
+            "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
+            "2023-12-06 15:20:48.188419: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
+            "WARNING:tensorflow:From /usr/local/lib/python3.10/dist-packages/tensorflow/python/compat/v2_compat.py:108: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
+            "Instructions for updating:\n",
+            "non-resource variables are not supported in the long term\n",
+            " * Serving Flask app 'main'\n",
+            " * Debug mode: off\n",
+            "\u001b[31m\u001b[1mWARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.\u001b[0m\n",
+            " * Running on http://127.0.0.1:5000\n",
+            "\u001b[33mPress CTRL+C to quit\u001b[0m\n",
+            " * Running on http://b902-35-245-203-162.ngrok-free.app\n",
+            " * Traffic stats available on http://127.0.0.1:4040\n",
+            "127.0.0.1 - - [06/Dec/2023 15:20:57] \"GET / HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:20:58] \"GET /static/setup/tomato_image.jpeg HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:20:58] \"GET /static/setup/logo.png HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:20:58] \"GET /static/setup/sugarcane_image.jpeg HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:20:59] \"GET /static/setup/cotton_image.jpeg HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:20:59] \"\u001b[33mGET /favicon.ico HTTP/1.1\u001b[0m\" 404 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:03] \"GET /cropmodel/?modelname=sugarcanemodel HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:04] \"\u001b[36mGET /static/setup/logo.png HTTP/1.1\u001b[0m\" 304 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:04] \"GET /static/setup/plant.png HTTP/1.1\" 200 -\n",
+            "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n",
+            "1/1 [==============================] - 0s 273ms/step\n",
+            "sugarcanemodel __ Predicted class - 0 : Bacterial Blight\n",
+            "--- result :  Bacterial Blight\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:30] \"POST /upload HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:31] \"\u001b[36mGET /static/setup/logo.png HTTP/1.1\u001b[0m\" 304 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:31] \"GET /static/uploaded_images/imageFile.jpeg HTTP/1.1\" 200 -\n",
+            "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n",
+            "1/1 [==============================] - 0s 99ms/step\n",
+            "sugarcanemodel __ Predicted class - 1 : Healthy\n",
+            "--- result :  Healthy\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:52] \"POST /upload HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:52] \"GET /static/uploaded_images/imageFile.jpeg HTTP/1.1\" 200 -\n",
+            "127.0.0.1 - - [06/Dec/2023 15:21:52] \"\u001b[36mGET /static/setup/logo.png HTTP/1.1\u001b[0m\" 304 -\n",
+            "Exception ignored in: <module 'threading' from '/usr/lib/python3.10/threading.py'>\n",
+            "Traceback (most recent call last):\n",
+            "  File \"/usr/lib/python3.10/threading.py\", line 1540, in _shutdown\n",
+            "    if _main_thread.ident == get_ident():\n",
+            "KeyboardInterrupt: \n"
+          ]
+        }
+      ],
+      "source": [
+        "!python main.py"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "HV7DdzrHsFAu",
+        "outputId": "d33d37dc-0882-41c7-9da2-d59a30199ec2"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Package                          Version\n",
+            "-------------------------------- ---------------------\n",
+            "absl-py                          1.4.0\n",
+            "accelerate                       0.25.0\n",
+            "aiohttp                          3.9.1\n",
+            "aiosignal                        1.3.1\n",
+            "alabaster                        0.7.13\n",
+            "albumentations                   1.3.1\n",
+            "altair                           4.2.2\n",
+            "anyio                            3.7.1\n",
+            "appdirs                          1.4.4\n",
+            "argon2-cffi                      23.1.0\n",
+            "argon2-cffi-bindings             21.2.0\n",
+            "array-record                     0.5.0\n",
+            "arviz                            0.15.1\n",
+            "astropy                          5.3.4\n",
+            "astunparse                       1.6.3\n",
+            "async-timeout                    4.0.3\n",
+            "atpublic                         4.0\n",
+            "attrs                            23.1.0\n",
+            "audioread                        3.0.1\n",
+            "autograd                         1.6.2\n",
+            "Babel                            2.13.1\n",
+            "backcall                         0.2.0\n",
+            "beautifulsoup4                   4.11.2\n",
+            "bidict                           0.22.1\n",
+            "bigframes                        0.15.0\n",
+            "bleach                           6.1.0\n",
+            "blinker                          1.4\n",
+            "blis                             0.7.11\n",
+            "blosc2                           2.0.0\n",
+            "bokeh                            3.3.1\n",
+            "bqplot                           0.12.42\n",
+            "branca                           0.7.0\n",
+            "build                            1.0.3\n",
+            "CacheControl                     0.13.1\n",
+            "cachetools                       5.3.2\n",
+            "catalogue                        2.0.10\n",
+            "certifi                          2023.11.17\n",
+            "cffi                             1.16.0\n",
+            "chardet                          5.2.0\n",
+            "charset-normalizer               3.3.2\n",
+            "chex                             0.1.7\n",
+            "click                            8.1.7\n",
+            "click-plugins                    1.1.1\n",
+            "cligj                            0.7.2\n",
+            "cloudpickle                      2.2.1\n",
+            "cmake                            3.27.7\n",
+            "cmdstanpy                        1.2.0\n",
+            "colorcet                         3.0.1\n",
+            "colorlover                       0.3.0\n",
+            "colour                           0.1.5\n",
+            "community                        1.0.0b1\n",
+            "confection                       0.1.4\n",
+            "cons                             0.4.6\n",
+            "contextlib2                      21.6.0\n",
+            "contourpy                        1.2.0\n",
+            "cryptography                     41.0.7\n",
+            "cufflinks                        0.17.3\n",
+            "cupy-cuda11x                     11.0.0\n",
+            "cvxopt                           1.3.2\n",
+            "cvxpy                            1.3.2\n",
+            "cycler                           0.12.1\n",
+            "cymem                            2.0.8\n",
+            "Cython                           3.0.6\n",
+            "dask                             2023.8.1\n",
+            "datascience                      0.17.6\n",
+            "db-dtypes                        1.1.1\n",
+            "dbus-python                      1.2.18\n",
+            "debugpy                          1.6.6\n",
+            "decorator                        4.4.2\n",
+            "defusedxml                       0.7.1\n",
+            "diffusers                        0.10.2\n",
+            "diskcache                        5.6.3\n",
+            "distributed                      2023.8.1\n",
+            "distro                           1.7.0\n",
+            "dlib                             19.24.2\n",
+            "dm-tree                          0.1.8\n",
+            "docutils                         0.18.1\n",
+            "dopamine-rl                      4.0.6\n",
+            "duckdb                           0.9.2\n",
+            "earthengine-api                  0.1.381\n",
+            "easydict                         1.11\n",
+            "ecos                             2.0.12\n",
+            "editdistance                     0.6.2\n",
+            "eerepr                           0.0.4\n",
+            "en-core-web-sm                   3.6.0\n",
+            "entrypoints                      0.4\n",
+            "et-xmlfile                       1.1.0\n",
+            "etils                            1.5.2\n",
+            "etuples                          0.3.9\n",
+            "exceptiongroup                   1.2.0\n",
+            "fastai                           2.7.13\n",
+            "fastcore                         1.5.29\n",
+            "fastdownload                     0.0.7\n",
+            "fastjsonschema                   2.19.0\n",
+            "fastprogress                     1.0.3\n",
+            "fastrlock                        0.8.2\n",
+            "filelock                         3.13.1\n",
+            "fiona                            1.9.5\n",
+            "firebase-admin                   5.3.0\n",
+            "Flask                            2.2.5\n",
+            "flask-ngrok                      0.0.25\n",
+            "flatbuffers                      23.5.26\n",
+            "flax                             0.7.5\n",
+            "folium                           0.14.0\n",
+            "fonttools                        4.45.1\n",
+            "frozendict                       2.3.10\n",
+            "frozenlist                       1.4.0\n",
+            "fsspec                           2023.6.0\n",
+            "ftfy                             6.1.3\n",
+            "future                           0.18.3\n",
+            "gast                             0.5.4\n",
+            "gcsfs                            2023.6.0\n",
+            "GDAL                             3.4.3\n",
+            "gdown                            4.6.6\n",
+            "geemap                           0.28.2\n",
+            "gensim                           4.3.2\n",
+            "geocoder                         1.38.1\n",
+            "geographiclib                    2.0\n",
+            "geopandas                        0.13.2\n",
+            "geopy                            2.3.0\n",
+            "gin-config                       0.5.0\n",
+            "glob2                            0.7\n",
+            "google                           2.0.3\n",
+            "google-ai-generativelanguage     0.3.3\n",
+            "google-api-core                  2.11.1\n",
+            "google-api-python-client         2.84.0\n",
+            "google-auth                      2.17.3\n",
+            "google-auth-httplib2             0.1.1\n",
+            "google-auth-oauthlib             1.0.0\n",
+            "google-cloud-aiplatform          1.36.4\n",
+            "google-cloud-bigquery            3.12.0\n",
+            "google-cloud-bigquery-connection 1.12.1\n",
+            "google-cloud-bigquery-storage    2.23.0\n",
+            "google-cloud-core                2.3.3\n",
+            "google-cloud-datastore           2.15.2\n",
+            "google-cloud-firestore           2.11.1\n",
+            "google-cloud-functions           1.13.3\n",
+            "google-cloud-iam                 2.12.2\n",
+            "google-cloud-language            2.9.1\n",
+            "google-cloud-resource-manager    1.10.4\n",
+            "google-cloud-storage             2.8.0\n",
+            "google-cloud-translate           3.11.3\n",
+            "google-colab                     1.0.0\n",
+            "google-crc32c                    1.5.0\n",
+            "google-generativeai              0.2.2\n",
+            "google-pasta                     0.2.0\n",
+            "google-resumable-media           2.6.0\n",
+            "googleapis-common-protos         1.61.0\n",
+            "googledrivedownloader            0.4\n",
+            "graphviz                         0.20.1\n",
+            "greenlet                         3.0.1\n",
+            "grpc-google-iam-v1               0.12.7\n",
+            "grpcio                           1.59.3\n",
+            "grpcio-status                    1.48.2\n",
+            "gspread                          3.4.2\n",
+            "gspread-dataframe                3.3.1\n",
+            "gym                              0.25.2\n",
+            "gym-notices                      0.0.8\n",
+            "h5netcdf                         1.3.0\n",
+            "h5py                             3.9.0\n",
+            "holidays                         0.37\n",
+            "holoviews                        1.17.1\n",
+            "html5lib                         1.1\n",
+            "httpimport                       1.3.1\n",
+            "httplib2                         0.22.0\n",
+            "huggingface-hub                  0.19.4\n",
+            "humanize                         4.7.0\n",
+            "hyperopt                         0.2.7\n",
+            "ibis-framework                   6.2.0\n",
+            "idna                             3.6\n",
+            "imageio                          2.31.6\n",
+            "imageio-ffmpeg                   0.4.9\n",
+            "imagesize                        1.4.1\n",
+            "imbalanced-learn                 0.10.1\n",
+            "imgaug                           0.4.0\n",
+            "importlib-metadata               6.8.0\n",
+            "importlib-resources              6.1.1\n",
+            "imutils                          0.5.4\n",
+            "inflect                          7.0.0\n",
+            "iniconfig                        2.0.0\n",
+            "install                          1.3.5\n",
+            "intel-openmp                     2023.2.0\n",
+            "ipyevents                        2.0.2\n",
+            "ipyfilechooser                   0.6.0\n",
+            "ipykernel                        5.5.6\n",
+            "ipyleaflet                       0.18.0\n",
+            "ipython                          7.34.0\n",
+            "ipython-genutils                 0.2.0\n",
+            "ipython-sql                      0.5.0\n",
+            "ipytree                          0.2.2\n",
+            "ipywidgets                       7.7.1\n",
+            "itsdangerous                     2.1.2\n",
+            "jax                              0.4.20\n",
+            "jaxlib                           0.4.20+cuda11.cudnn86\n",
+            "jeepney                          0.7.1\n",
+            "jieba                            0.42.1\n",
+            "Jinja2                           3.1.2\n",
+            "joblib                           1.3.2\n",
+            "jsonpickle                       3.0.2\n",
+            "jsonschema                       4.19.2\n",
+            "jsonschema-specifications        2023.11.2\n",
+            "jupyter-client                   6.1.12\n",
+            "jupyter-console                  6.1.0\n",
+            "jupyter_core                     5.5.0\n",
+            "jupyter-server                   1.24.0\n",
+            "jupyterlab_pygments              0.3.0\n",
+            "jupyterlab-widgets               3.0.9\n",
+            "kaggle                           1.5.16\n",
+            "keras                            2.14.0\n",
+            "keyring                          23.5.0\n",
+            "kiwisolver                       1.4.5\n",
+            "langcodes                        3.3.0\n",
+            "launchpadlib                     1.10.16\n",
+            "lazr.restfulclient               0.14.4\n",
+            "lazr.uri                         1.0.6\n",
+            "lazy_loader                      0.3\n",
+            "libclang                         16.0.6\n",
+            "librosa                          0.10.1\n",
+            "lida                             0.0.10\n",
+            "lightgbm                         4.1.0\n",
+            "linkify-it-py                    2.0.2\n",
+            "llmx                             0.0.15a0\n",
+            "llvmlite                         0.41.1\n",
+            "locket                           1.0.0\n",
+            "logical-unification              0.4.6\n",
+            "lxml                             4.9.3\n",
+            "malloy                           2023.1064\n",
+            "Markdown                         3.5.1\n",
+            "markdown-it-py                   3.0.0\n",
+            "MarkupSafe                       2.1.3\n",
+            "matplotlib                       3.7.1\n",
+            "matplotlib-inline                0.1.6\n",
+            "matplotlib-venn                  0.11.9\n",
+            "mdit-py-plugins                  0.4.0\n",
+            "mdurl                            0.1.2\n",
+            "miniKanren                       1.0.3\n",
+            "missingno                        0.5.2\n",
+            "mistune                          0.8.4\n",
+            "mizani                           0.9.3\n",
+            "mkl                              2023.2.0\n",
+            "ml-dtypes                        0.2.0\n",
+            "mlxtend                          0.22.0\n",
+            "more-itertools                   10.1.0\n",
+            "moviepy                          1.0.3\n",
+            "mpmath                           1.3.0\n",
+            "msgpack                          1.0.7\n",
+            "multidict                        6.0.4\n",
+            "multipledispatch                 1.0.0\n",
+            "multitasking                     0.0.11\n",
+            "murmurhash                       1.0.10\n",
+            "music21                          9.1.0\n",
+            "natsort                          8.4.0\n",
+            "nbclassic                        1.0.0\n",
+            "nbclient                         0.9.0\n",
+            "nbconvert                        6.5.4\n",
+            "nbformat                         5.9.2\n",
+            "nest-asyncio                     1.5.8\n",
+            "networkx                         3.2.1\n",
+            "nibabel                          4.0.2\n",
+            "nltk                             3.8.1\n",
+            "notebook                         6.5.5\n",
+            "notebook_shim                    0.2.3\n",
+            "numba                            0.58.1\n",
+            "numexpr                          2.8.7\n",
+            "numpy                            1.23.5\n",
+            "oauth2client                     4.1.3\n",
+            "oauthlib                         3.2.2\n",
+            "opencv-contrib-python            4.8.0.76\n",
+            "opencv-python                    4.8.0.76\n",
+            "opencv-python-headless           4.8.1.78\n",
+            "openpyxl                         3.1.2\n",
+            "opt-einsum                       3.3.0\n",
+            "optax                            0.1.7\n",
+            "orbax-checkpoint                 0.4.3\n",
+            "osqp                             0.6.2.post8\n",
+            "packaging                        23.2\n",
+            "pandas                           1.5.3\n",
+            "pandas-datareader                0.10.0\n",
+            "pandas-gbq                       0.17.9\n",
+            "pandas-stubs                     1.5.3.230304\n",
+            "pandocfilters                    1.5.0\n",
+            "panel                            1.3.4\n",
+            "param                            2.0.1\n",
+            "parso                            0.8.3\n",
+            "parsy                            2.1\n",
+            "partd                            1.4.1\n",
+            "pathlib                          1.0.1\n",
+            "pathy                            0.10.3\n",
+            "patsy                            0.5.3\n",
+            "peewee                           3.17.0\n",
+            "pexpect                          4.9.0\n",
+            "pickleshare                      0.7.5\n",
+            "Pillow                           9.4.0\n",
+            "pip                              23.1.2\n",
+            "pip-tools                        6.13.0\n",
+            "platformdirs                     4.0.0\n",
+            "plotly                           5.15.0\n",
+            "plotnine                         0.12.4\n",
+            "pluggy                           1.3.0\n",
+            "polars                           0.17.3\n",
+            "pooch                            1.8.0\n",
+            "portpicker                       1.5.2\n",
+            "prefetch-generator               1.0.3\n",
+            "preshed                          3.0.9\n",
+            "prettytable                      3.9.0\n",
+            "proglog                          0.1.10\n",
+            "progressbar2                     4.2.0\n",
+            "prometheus-client                0.19.0\n",
+            "promise                          2.3\n",
+            "prompt-toolkit                   3.0.41\n",
+            "prophet                          1.1.5\n",
+            "proto-plus                       1.22.3\n",
+            "protobuf                         3.20.3\n",
+            "psutil                           5.9.5\n",
+            "psycopg2                         2.9.9\n",
+            "ptyprocess                       0.7.0\n",
+            "py-cpuinfo                       9.0.0\n",
+            "py4j                             0.10.9.7\n",
+            "pyarrow                          9.0.0\n",
+            "pyasn1                           0.5.1\n",
+            "pyasn1-modules                   0.3.0\n",
+            "pycocotools                      2.0.7\n",
+            "pycparser                        2.21\n",
+            "pyct                             0.5.0\n",
+            "pydantic                         1.10.13\n",
+            "pydata-google-auth               1.8.2\n",
+            "pydot                            1.4.2\n",
+            "pydot-ng                         2.0.0\n",
+            "pydotplus                        2.0.2\n",
+            "PyDrive                          1.3.1\n",
+            "PyDrive2                         1.6.3\n",
+            "pyerfa                           2.0.1.1\n",
+            "pygame                           2.5.2\n",
+            "Pygments                         2.16.1\n",
+            "PyGObject                        3.42.1\n",
+            "PyJWT                            2.3.0\n",
+            "pymc                             5.7.2\n",
+            "pymystem3                        0.2.0\n",
+            "pyngrok                          4.1.1\n",
+            "PyOpenGL                         3.1.7\n",
+            "pyOpenSSL                        23.3.0\n",
+            "pyparsing                        3.1.1\n",
+            "pyperclip                        1.8.2\n",
+            "pyproj                           3.6.1\n",
+            "pyproject_hooks                  1.0.0\n",
+            "pyshp                            2.3.1\n",
+            "PySocks                          1.7.1\n",
+            "pytensor                         2.14.2\n",
+            "pytest                           7.4.3\n",
+            "python-apt                       0.0.0\n",
+            "python-box                       7.1.1\n",
+            "python-dateutil                  2.8.2\n",
+            "python-louvain                   0.16\n",
+            "python-slugify                   8.0.1\n",
+            "python-utils                     3.8.1\n",
+            "pytz                             2023.3.post1\n",
+            "pyviz_comms                      3.0.0\n",
+            "PyWavelets                       1.5.0\n",
+            "PyYAML                           6.0.1\n",
+            "pyzmq                            23.2.1\n",
+            "qdldl                            0.1.7.post0\n",
+            "qudida                           0.0.4\n",
+            "ratelim                          0.1.6\n",
+            "referencing                      0.31.1\n",
+            "regex                            2023.6.3\n",
+            "requests                         2.31.0\n",
+            "requests-oauthlib                1.3.1\n",
+            "requirements-parser              0.5.0\n",
+            "rich                             13.7.0\n",
+            "rpds-py                          0.13.2\n",
+            "rpy2                             3.4.2\n",
+            "rsa                              4.9\n",
+            "safetensors                      0.4.1\n",
+            "scikit-image                     0.19.3\n",
+            "scikit-learn                     1.2.2\n",
+            "scipy                            1.11.4\n",
+            "scooby                           0.9.2\n",
+            "scs                              3.2.4.post1\n",
+            "seaborn                          0.12.2\n",
+            "SecretStorage                    3.3.1\n",
+            "Send2Trash                       1.8.2\n",
+            "setuptools                       67.7.2\n",
+            "shapely                          2.0.2\n",
+            "six                              1.16.0\n",
+            "sklearn-pandas                   2.2.0\n",
+            "smart-open                       6.4.0\n",
+            "sniffio                          1.3.0\n",
+            "snowballstemmer                  2.2.0\n",
+            "sortedcontainers                 2.4.0\n",
+            "soundfile                        0.12.1\n",
+            "soupsieve                        2.5\n",
+            "soxr                             0.3.7\n",
+            "spacy                            3.6.1\n",
+            "spacy-legacy                     3.0.12\n",
+            "spacy-loggers                    1.0.5\n",
+            "Sphinx                           5.0.2\n",
+            "sphinxcontrib-applehelp          1.0.7\n",
+            "sphinxcontrib-devhelp            1.0.5\n",
+            "sphinxcontrib-htmlhelp           2.0.4\n",
+            "sphinxcontrib-jsmath             1.0.1\n",
+            "sphinxcontrib-qthelp             1.0.6\n",
+            "sphinxcontrib-serializinghtml    1.1.9\n",
+            "SQLAlchemy                       2.0.23\n",
+            "sqlglot                          17.16.2\n",
+            "sqlparse                         0.4.4\n",
+            "srsly                            2.4.8\n",
+            "stanio                           0.3.0\n",
+            "statsmodels                      0.14.0\n",
+            "sympy                            1.12\n",
+            "tables                           3.8.0\n",
+            "tabulate                         0.9.0\n",
+            "tbb                              2021.11.0\n",
+            "tblib                            3.0.0\n",
+            "tenacity                         8.2.3\n",
+            "tensorboard                      2.14.1\n",
+            "tensorboard-data-server          0.7.2\n",
+            "tensorflow                       2.14.0\n",
+            "tensorflow-datasets              4.9.3\n",
+            "tensorflow-estimator             2.14.0\n",
+            "tensorflow-gcs-config            2.14.0\n",
+            "tensorflow-hub                   0.15.0\n",
+            "tensorflow-io-gcs-filesystem     0.34.0\n",
+            "tensorflow-metadata              1.14.0\n",
+            "tensorflow-probability           0.22.0\n",
+            "tensorstore                      0.1.45\n",
+            "termcolor                        2.3.0\n",
+            "terminado                        0.18.0\n",
+            "text-unidecode                   1.3\n",
+            "textblob                         0.17.1\n",
+            "tf-slim                          1.1.0\n",
+            "thinc                            8.1.12\n",
+            "threadpoolctl                    3.2.0\n",
+            "tifffile                         2023.9.26\n",
+            "tinycss2                         1.2.1\n",
+            "tokenizers                       0.15.0\n",
+            "toml                             0.10.2\n",
+            "tomli                            2.0.1\n",
+            "toolz                            0.12.0\n",
+            "torch                            2.1.0+cu118\n",
+            "torchaudio                       2.1.0+cu118\n",
+            "torchdata                        0.7.0\n",
+            "torchsummary                     1.5.1\n",
+            "torchtext                        0.16.0\n",
+            "torchvision                      0.16.0+cu118\n",
+            "tornado                          6.3.2\n",
+            "tqdm                             4.66.1\n",
+            "traitlets                        5.7.1\n",
+            "traittypes                       0.2.1\n",
+            "transformers                     4.35.2\n",
+            "triton                           2.1.0\n",
+            "tweepy                           4.14.0\n",
+            "typer                            0.9.0\n",
+            "types-pytz                       2023.3.1.1\n",
+            "types-setuptools                 69.0.0.0\n",
+            "typing_extensions                4.5.0\n",
+            "tzlocal                          5.2\n",
+            "uc-micro-py                      1.0.2\n",
+            "uritemplate                      4.1.1\n",
+            "urllib3                          2.0.7\n",
+            "vega-datasets                    0.9.0\n",
+            "wadllib                          1.3.6\n",
+            "wasabi                           1.1.2\n",
+            "wcwidth                          0.2.12\n",
+            "webcolors                        1.13\n",
+            "webencodings                     0.5.1\n",
+            "websocket-client                 1.6.4\n",
+            "Werkzeug                         3.0.1\n",
+            "wheel                            0.42.0\n",
+            "widgetsnbextension               3.6.6\n",
+            "wordcloud                        1.9.2\n",
+            "wrapt                            1.14.1\n",
+            "xarray                           2023.7.0\n",
+            "xarray-einstats                  0.6.0\n",
+            "xgboost                          2.0.2\n",
+            "xlrd                             2.0.1\n",
+            "xxhash                           3.4.1\n",
+            "xyzservices                      2023.10.1\n",
+            "yarl                             1.9.3\n",
+            "yellowbrick                      1.5\n",
+            "yfinance                         0.2.32\n",
+            "zict                             3.0.0\n",
+            "zipp                             3.17.0\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip list"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "oohGJpghsGs0"
+      },
+      "outputs": [],
+      "source": []
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}

__crop-disease-detection/app.py

@@ -0,0 +1,140 @@
+from flask import Flask, render_template, request, redirect, url_for, send_from_directory
+import getpass
+import os
+
+from pyngrok import ngrok, conf
+
+from utils import  cottonmodel, sugarcanemodel, tomatomodel, get_model_details
+
+app = Flask(__name__)
+
+
+# Open a ngrok tunnel to the HTTP server
+public_url = ngrok.connect(5000).public_url
+print(" * ngrok tunnel \"{}\" -> \"http://127.0.0.1:{}/\"".format(public_url, 5000))
+
+# Update any base URLs to use the public ngrok URL
+app.config["BASE_URL"] = public_url
+
+
+
+# Define the upload folder
+UPLOAD_FOLDER = 'static/uploaded_images'
+app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
+
+# Define allowed file extensions
+ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg'}
+
+# Function to check if a file has an allowed extension
+def allowed_file(filename):
+    return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
+
+# Route for the home page
+@app.route('/')
+def home():
+    model_data = get_model_details()
+    return render_template('index.html', model_data=model_data)
+
+
+# /cropmodel/?modelname=tomatomodel
+# /cropmodel/?modelname=sugarcanemodel
+# /cropmodel/?modelname=cottonmodel
+
+@app.route('/cropmodel/')
+def cropmodel():
+    # Check if the request is a GET request
+    if request.method == 'GET':
+        # Get the modelname argument from the request
+        modelname = request.args.get('modelname')
+
+        # Print the modelname on the terminal if available
+        if modelname:
+            # model_LIST = ['cottonmodel', 'sugarcanemodel', 'tomatomodel']
+
+            # print(f"Model Name: {modelname}")
+            __model_data = get_model_details()
+            model_data = __model_data[modelname]
+
+
+            # Render the template with the result
+            return render_template('modelresult.html', modelname=modelname, model_data=model_data)
+        
+        else:
+            msg = "Model Name not provided in the request."
+            return render_template('modelresult.html', msg=msg)
+
+    # Render a template for non-GET requests
+    return render_template('nongetresult.html')
+
+
+
+# Route to handle file upload
+@app.route('/upload', methods=['POST'])
+def upload_file():
+    if request.method == 'POST':
+
+        if 'file' not in request.files:
+            return redirect(request.url)
+        
+        modelname = request.form.get('modelname')
+
+        
+        file = request.files['file']
+
+        if file.filename == '':
+            return redirect(request.url)
+        
+        if file and allowed_file(file.filename):
+            # Rename the file to "imageFile.jpeg"
+            filename = 'imageFile.jpeg'
+            
+            # Save the file to the upload folder
+            file.save(os.path.join(app.config['UPLOAD_FOLDER'], filename))
+
+
+            defalut_image_path = 'static/uploaded_images/imageFile.jpeg'
+
+            __model_data = get_model_details()
+            model_data = __model_data[str(modelname)]
+
+            if modelname == 'cottonmodel':
+                result = cottonmodel(defalut_image_path)
+
+            elif modelname == 'sugarcanemodel':
+                result = sugarcanemodel(defalut_image_path)
+            
+            elif modelname == 'tomatomodel':
+                result = tomatomodel(defalut_image_path)
+            
+            else:
+                result = 'None'
+                model_data = 'None'
+            
+            # print("modelname : ", modelname)
+            # print("model_data : ", model_data)
+            print("--- result : ", result)
+            # Render the template with the result
+            return render_template('modelresult.html', modelname=modelname, result=result, model_data=model_data)
+            
+            # return redirect(url_for('view_file', filename=filename))
+        else:
+            return "Invalid file type. Allowed extensions are: png, jpg, jpeg"
+    
+    return redirect(url_for('cropmodel'))
+
+
+        
+# Route to view the uploaded file
+# @app.route('/view/<filename>')
+# def view_file(filename):
+#     return send_from_directory(app.config['UPLOAD_FOLDER'], filename)
+
+if __name__ == '__main__':
+    # Ensure the upload folder exists
+    os.makedirs(app.config['UPLOAD_FOLDER'], exist_ok=True)
+    # app.run(debug=True)
+
+    # for Docker
+    # app.run(debug=True, host="0.0.0.0", port=5000)
+    app.run(port=5000, use_reloader=False)
+

__crop-disease-detection/docker-details.txt

@@ -0,0 +1,49 @@
+### Docker not working now
+
+terminal cmd:
+
+(   atharvapawar456  )
+
+eg: atharvapawar456 / doc-test
+
+
+### build docker image
+
+docker build -t atharvapawar456/crop_disease_detector-flask-app .
+
+
+
+docker image rm -f crop_disease_detector-flask-app
+
+docker tag welcome-flask-app atharvapawar456/crop_disease_detector-flask-app
+
+
+
+### docker basic cmd:
+
+docker images
+
+docker ps
+
+docker stop cont_id
+
+docker 
+
+
+### run docker image
+
+docker run -p 5000:5000 welcome-flask-app
+
+http://127.0.0.1:5000
+
+### can access from local host
+
+http://192.168.1.102:5000/
+
+
+
+
+
+
+https://colab.research.google.com/drive/1wwfc_3k539L6MVys7JTZbGZlmTVcG1lw?usp=sharing 
+

__crop-disease-detection/main.py

@@ -0,0 +1,145 @@
+# from flask_ngrok import run_with_ngrok
+from pyngrok import ngrok, conf
+import getpass
+
+
+from flask import Flask, render_template, request, redirect, url_for, send_from_directory
+import os
+
+from utils import  cottonmodel, sugarcanemodel, tomatomodel, get_model_details
+
+app = Flask(__name__)
+# run_with_ngrok(app)
+
+# Open a ngrok tunnel to the HTTP server
+public_url = ngrok.connect(5000).public_url
+print(" * ngrok tunnel \"{}\" -> \"http://127.0.0.1:{}/\"".format(public_url, 5000))
+
+# Update any base URLs to use the public ngrok URL
+app.config["BASE_URL"] = public_url
+
+# ... Update inbound traffic via APIs to use the public-facing ngrok URL
+
+
+
+# Define the upload folder
+UPLOAD_FOLDER = 'static/uploaded_images'
+app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
+
+# Define allowed file extensions
+ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg'}
+
+# Function to check if a file has an allowed extension
+def allowed_file(filename):
+    return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
+
+# Route for the home page
+@app.route('/')
+def home():
+    model_data = get_model_details()
+    return render_template('index.html', model_data=model_data)
+
+
+# /cropmodel/?modelname=tomatomodel
+# /cropmodel/?modelname=sugarcanemodel
+# /cropmodel/?modelname=cottonmodel
+
+@app.route('/cropmodel/')
+def cropmodel():
+    # Check if the request is a GET request
+    if request.method == 'GET':
+        # Get the modelname argument from the request
+        modelname = request.args.get('modelname')
+
+        # Print the modelname on the terminal if available
+        if modelname:
+            # model_LIST = ['cottonmodel', 'sugarcanemodel', 'tomatomodel']
+
+            # print(f"Model Name: {modelname}")
+            __model_data = get_model_details()
+            model_data = __model_data[modelname]
+
+
+            # Render the template with the result
+            return render_template('modelresult.html', modelname=modelname, model_data=model_data)
+        
+        else:
+            msg = "Model Name not provided in the request."
+            return render_template('modelresult.html', msg=msg)
+
+    # Render a template for non-GET requests
+    return render_template('nongetresult.html')
+
+
+
+# Route to handle file upload
+@app.route('/upload', methods=['POST'])
+def upload_file():
+    if request.method == 'POST':
+
+        if 'file' not in request.files:
+            return redirect(request.url)
+        
+        modelname = request.form.get('modelname')
+
+        
+        file = request.files['file']
+
+        if file.filename == '':
+            return redirect(request.url)
+        
+        if file and allowed_file(file.filename):
+            # Rename the file to "imageFile.jpeg"
+            filename = 'imageFile.jpeg'
+            
+            # Save the file to the upload folder
+            file.save(os.path.join(app.config['UPLOAD_FOLDER'], filename))
+
+
+            defalut_image_path = 'static/uploaded_images/imageFile.jpeg'
+
+            __model_data = get_model_details()
+            model_data = __model_data[str(modelname)]
+
+            if modelname == 'cottonmodel':
+                result = cottonmodel(defalut_image_path)
+
+            elif modelname == 'sugarcanemodel':
+                result = sugarcanemodel(defalut_image_path)
+            
+            elif modelname == 'tomatomodel':
+                result = tomatomodel(defalut_image_path)
+            
+            else:
+                result = 'None'
+                model_data = 'None'
+            
+            # print("modelname : ", modelname)
+            # print("model_data : ", model_data)
+            print("--- result : ", result)
+            # Render the template with the result
+            return render_template('modelresult.html', modelname=modelname, result=result, model_data=model_data)
+            
+            # return redirect(url_for('view_file', filename=filename))
+        else:
+            return "Invalid file type. Allowed extensions are: png, jpg, jpeg"
+    
+    return redirect(url_for('cropmodel'))
+
+
+        
+# Route to view the uploaded file
+# @app.route('/view/<filename>')
+# def view_file(filename):
+#     return send_from_directory(app.config['UPLOAD_FOLDER'], filename)
+
+if __name__ == '__main__':
+    # Ensure the upload folder exists
+    os.makedirs(app.config['UPLOAD_FOLDER'], exist_ok=True)
+    # app.run(debug=True)
+    # app.run()
+    app.run(port=5000, use_reloader=False)
+
+
+    # for Docker
+    # app.run(debug=True, host="0.0.0.0", port=5000)

__crop-disease-detection/model_folder/cotton_disease_model.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46bb92576a97e7507ccfd32bd17523432d7523ca34de3f37c821ce929cd8b8d0
+size 267000104

__crop-disease-detection/model_folder/sugarcane_disease_model.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e7c11963e2a65a56848301b0478b27f1b396928a7098d28e31bcdb0a76b74c7
+size 134084136

__crop-disease-detection/model_folder/tomato_disease_model.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:580cd9fe4af93f04c4e53f9549be6757d6f920fbc73993ca53ff7ff95fb35438
+size 134095912

__crop-disease-detection/templates/index.html

@@ -0,0 +1,79 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <script src="https://cdn.tailwindcss.com"></script>
+
+    <title>CropDiseaseDetector</title>
+</head>
+
+<body>
+    
+    <!-- Nav Bar -->
+    <div class="h-[80px] border grid grid-cols-6 bg-[#ecfdf5]">        
+        <a href="/" class="text-center text-xl font-bold pt-2 col-span-2 flex mx-auto">
+            <img src="{{ url_for('static', filename='setup/logo.png') }}" alt="plant" 
+                class="mb-4 h-14 rounded-md mr-4 border border-2 rounded-xl shadow-md hover:shadow-xl">
+            <div class="pt-3 text-2xl">CropDiseaseDetector</div>
+        </a>
+        
+        <div></div>
+        <div></div>
+        <div></div>
+
+        <a href="/" class="text-center text-xl font-bold py-6 hover:bg-[#d9f99d]">
+            <div>⚛️ Select Crop</div>
+        </a>
+    </div>
+
+    <!-- Content -->
+
+    <!-- Cards -->
+    <div class="h-[560px] flex flex-col justify-center items-center mx-10">
+        <h1 class="text-4xl font-extrabold text-gray-800 mb-10">Crop Disease Detector</h1>
+        <h1 class="text-xl text-gray-500 mb-10">
+            Crop disease detection involves the use of machine learning models to identify and classify diseases affecting various crops. In the provided information, three specific models are highlighted: the Tomato Disease Detection Model, the Sugarcane Disease Detection Model, and the Cotton Disease Detection Model.
+        </h1>
+
+        <div class="grid grid-cols-1 md:grid-cols-3 gap-8">
+            
+            <!-- Tomato Section -->
+            <a href="/cropmodel/?modelname=tomatomodel" class="bg-white p-6 rounded-md shadow-md border">
+                <div>
+                    <img src="{{ url_for('static', filename='setup/tomato_image.jpeg') }}" alt="Tomato" 
+                    class="mb-4 w-full h-[210px] rounded-md">
+                    <h2 class="text-xl font-semibold text-gray-800 mb-2">Tomato</h2>
+                    <p class="text-gray-600">Detect and diagnose diseases affecting tomato crops.</p>
+                </div>
+            </a>
+            
+            <!-- Sugarcane Section -->
+            <a href="/cropmodel/?modelname=sugarcanemodel" class="bg-white p-6 rounded-md shadow-md border">
+                <div>
+                    <img src="{{ url_for('static', filename='setup/sugarcane_image.jpeg') }}" alt="Sugarcane" class="mb-4 w-full h-[210px] rounded-md">
+                    <h2 class="text-xl font-semibold text-gray-800 mb-2">Sugarcane</h2>
+                    <p class="text-gray-600">Identify diseases impacting sugarcane plants for better crop management.</p>
+                </div>
+            </a>
+            
+            <!-- Cotton Section -->
+            <a href="/cropmodel/?modelname=cottonmodel" class="bg-white p-6 rounded-md shadow-md border">
+                <div>
+                    <img src="{{ url_for('static', filename='setup/cotton_image.jpeg') }}" alt="Cotton" 
+                    class="mb-4 w-full h-[210px] rounded-md">
+                    <h2 class="text-xl font-semibold text-gray-800 mb-2">Cotton</h2>
+                    <p class="text-gray-600">Detect and analyze diseases affecting cotton plants for improved yield.</p>
+                </div>
+            </a>
+
+        </div>
+    </div>
+
+    <!-- Footer -->
+    <section>
+        <div class="text-xl text-center font-bold pb-6">☘️ CropDiseaseDetector | 2023</div>
+    </section>
+    
+</body>
+</html>

__crop-disease-detection/templates/modelresult.html

@@ -0,0 +1,124 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <script src="https://cdn.tailwindcss.com"></script>
+
+    <title>Model Result</title>
+</head>
+<body>
+
+    <!-- Nav Bar -->
+    <div class="h-[80px] border grid grid-cols-6 bg-[#ecfdf5]">        
+        <a href="/" class="text-center text-xl font-bold pt-2 col-span-2 flex mx-auto">
+            <img src="{{ url_for('static', filename='setup/logo.png') }}" alt="plant" 
+                class="mb-4 h-14 rounded-md mr-4 border border-2 rounded-xl shadow-md hover:shadow-xl">
+            <div class="pt-3 text-2xl">CropDiseaseDetector</div>
+        </a>
+        
+        <div></div>
+        <div></div>
+        <div></div>
+
+        <a href="/" class="text-center text-xl font-bold py-6 hover:bg-[#d9f99d]">
+            <div>⚛️ Select Crop</div>
+        </a>
+    </div>
+
+    <!-- Crop Model Name -->
+    <div class="text-xl text-center font-bold py-10">
+        Crop Model {{ modelname }}
+    </div>
+
+    <!-- Upload Image -->
+    <div class="grid grid-cols-3 mt-10">
+        
+        <div class="border w-5/6 mx-auto px-10 py-4 rounded-xl shadow-md col-span-2">
+            <h1 class="text-xl text-center font-bold pb-10">Image Upload</h1>
+            <form action="/upload" method="post" enctype="multipart/form-data" class="mt-12">
+                
+                <input type="text" name="modelname" class="border rounded-l-lg w-9/12 p-2 hidden" value="{{ modelname }}">
+                
+                <!-- <input type="file" name="file" accept=".png, .jpg, .jpeg" class="border rounded-l-lg w-9/12 p-2" required> -->
+                <input type="file" name="file" accept=".png, .jpg, .jpeg, .JPG" class="border rounded-l-lg w-9/12 p-2" required>
+                <button type="submit" class="p-2 w-1/6 border shadow rounded-r-lg ml-6 hover:bg-blue-100 text-xl">Upload</button>
+            </form>
+        </div>
+
+        <!-- img preview -->
+        <div class="border mx-auto p-2 rounded-xl shadow-md w-5/6">
+            <div class="text-xl text-center font-bold pb-2">Image Preview</div>
+            {% if result %}
+            
+                <!-- <img src="{{ url_for('static', filename='uploaded_images/imageFile.png') }}" alt="Tomato" class="mb-4 h-[210px] rounded-md mx-auto"> -->
+
+                <img src="{{ url_for('static', filename='uploaded_images/imageFile.jpeg') }}" alt="Tomato" class="mb-4 h-[210px] rounded-md mx-auto">
+
+            {% else %}
+                
+                <img src="{{ url_for('static', filename='setup/plant.png') }}" alt="plant" class="mb-4 h-[210px] rounded-md mx-auto">
+            
+            {% endif %}
+
+        </div>
+
+    </div>
+
+    <!-- Result -->
+    {% if result %}
+    <div class="p-10 mx-10">
+        <div 
+        class="w-4/6 mx-auto px-10 border text-center text-2xl bg-[#fef9c3] py-6 shadow-md hover:shadow-inner">
+        Predicted Result :  <b>{{ result }}</b></div>
+    </div>
+    {% endif %}
+    
+    <!-- Model Details -->
+    
+    {% if model_data %}
+    <div class="mx-10 p-10 border my-10 rounded-xl shadow-sm bg-[#f0fdf4]">
+        <div class="text-center text-xl font-bold mb-10">Model Details</div>
+        
+        <div class="grid grid-cols-2 gap-4 px-10">
+            
+            <div>
+                <b>About Dataset:</b>
+                <div class="px-6 py-6">
+                    <div>- Total Images : {{ model_data.dataset.total_images }}</div>
+                    <div>- Total Classes : {{ model_data.dataset.total_classes }}</div>
+                    <div>- Class Names : <br><p class="pl-20">{{ model_data.dataset.classes_names }}</p></div>
+                </div>
+            </div>
+            
+            <div class="px-20">
+                <b>About Model Training:</b>
+                <div class="px-6 py-6">
+                    <div>- Training Epochs : {{ model_data.training.epochs }}</div>
+                    <div>- Batch Size : {{ model_data.training.batch_size }}</div>
+                    <div>- Img Frame Size : {{ model_data.training.img_frame_size }}</div>
+                    <div>- CNN Layers : {{ model_data.training.CNN_layers }}</div>
+                    <div>- CNN Layer Name : {{ model_data.training.CNN_layer_name }}</div>
+                    <div>- Traning Accuracy : {{ model_data.training.accuracy }}</div>
+                </div>
+            </div>
+                
+        </div>
+        <div>
+            <div class="text-center text-xl font-bold mb-10">References</div>
+            <a href="{{model_data.reference}}" class="text-center text-xl  mb-10">
+                {{model_data.reference}}
+            </a>
+        </div>
+    </div>
+    {% endif %}
+
+    <!-- Footer -->
+    <section>
+        <div class="text-xl text-center font-bold pb-6">☘️ CropDiseaseDetector | 2023</div>
+    </section>
+        
+
+
+</body>
+</html>